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Sitemap . Engineering Building a computer that can pause and resume in milliseconds: Inside the MicroVM architecture behind Managed Agents By Braden Bassingthwaite Updated: October 15, 2026 20 min read <- Back to blog home An agent starts a test suite, edits a file, calls a model, and waits. Later, it resumes work with the same processes, files, and context. Sometimes it needs to fork that environment and try two approaches at once. These workloads force a tradeoff on conventional infrastructure. Keep a machine running, and idle sessions continue to occupy resources. Destroy it, and the next interaction must rebuild the environment. Saving the filesystem helps, but it does not preserve a running interpreter, an in-memory index, or a process halfway through a task. DigitalOcean Managed Agents , now in public preview, require a different foundation, so Harness Runtime gives each session a Firecracker microVM. The MicroVM platform underneath manages isolation, networking, storage, and checkpoint restore. Action Gateway..."},"evidence_pages":[],"related_signals":[{"id":"cc0cf4be-0562-4ee8-8146-887b611b4a90","url":"https://onlylabs.fyi/signals/cc0cf4be-0562-4ee8-8146-887b611b4a90","source_url":"https://www.digitalocean.com/blog/digitalocean-signals-observability-ai-agents-inference","title":"DigitalOcean Signals: Observability for AI Agents and Inference","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-10-23T18:57:12.071+00:00","first_seen_at":"2026-10-23T20:00:50.025765+00:00","date_source":"rss.item_date"},{"id":"c8641109-6f86-425b-b4d0-50b890150dc5","url":"https://onlylabs.fyi/signals/c8641109-6f86-425b-b4d0-50b890150dc5","source_url":"https://www.digitalocean.com/blog/now-available-prompt-caching","title":"Prompt Caching is GA on DigitalOcean Serverless Inference: Up to 90% Off the Context Your Agents Resend","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-10-23T16:48:34.155+00:00","first_seen_at":"2026-10-23T20:00:50.025765+00:00","date_source":"rss.item_date"},{"id":"a92200d9-4f8f-40b0-aa32-1839adba50d0","url":"https://onlylabs.fyi/signals/a92200d9-4f8f-40b0-aa32-1839adba50d0","source_url":"https://www.digitalocean.com/blog/critical-php-rce-vulnerabilities-patch-now","title":"Critical PHP RCE Vulnerabilities: Patch Now (CVE-2026-109618, CVE-2026-109619)","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-10-21T21:46:53.195+00:00","first_seen_at":"2026-10-22T00:00:51.355421+00:00","date_source":"rss.item_date"},{"id":"8719371c-b987-4824-8e34-0a8df632e6a7","url":"https://onlylabs.fyi/signals/8719371c-b987-4824-8e34-0a8df632e6a7","source_url":"https://www.digitalocean.com/blog/securing-agentic-software-development","title":"Product Security in the Post-AI Era","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-10-21T14:57:50.164+00:00","first_seen_at":"2026-10-21T16:00:49.529892+00:00","date_source":"rss.item_date"},{"id":"46b8245c-8568-466b-a07b-e7845d5668f0","url":"https://onlylabs.fyi/signals/46b8245c-8568-466b-a07b-e7845d5668f0","source_url":"https://www.digitalocean.com/blog/action-gateway-managed-agents","title":"Inside Action Gateway in Managed Agents","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-10-13T17:26:28.517+00:00","first_seen_at":"2026-10-13T20:00:49.326086+00:00","date_source":"rss.item_date"},{"id":"80b26312-560a-4241-b581-8f7e858d7acc","url":"https://onlylabs.fyi/signals/80b26312-560a-4241-b581-8f7e858d7acc","source_url":"https://www.digitalocean.com/blog/inference-router-enhancements","title":"DigitalOcean Inference Router Enhancements: Performance Tuned Routing, No Rules to Write","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-10-12T00:00:00.000Z","first_seen_at":"2026-10-13T20:00:49.326086+00:00","date_source":"page.visible_date"}]}